Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 15360 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.5 MiB |
| Average record size in memory | 104.0 B |
Variable types
| Numeric | 13 |
|---|
target is highly correlated with gain_imb and 2 other fields | High correlation |
gain_imb is highly correlated with target and 5 other fields | High correlation |
iq_imb is highly correlated with gain_imb and 4 other fields | High correlation |
or_off is highly correlated with target and 5 other fields | High correlation |
quadr_err is highly correlated with target | High correlation |
ph_err is highly correlated with gain_imb and 4 other fields | High correlation |
mag_err is highly correlated with gain_imb and 4 other fields | High correlation |
evm is highly correlated with gain_imb and 4 other fields | High correlation |
Tosc is highly correlated with Tmix | High correlation |
Tmix is highly correlated with Tosc | High correlation |
target is highly correlated with gain_imb and 2 other fields | High correlation |
gain_imb is highly correlated with target and 5 other fields | High correlation |
iq_imb is highly correlated with gain_imb and 3 other fields | High correlation |
or_off is highly correlated with target and 6 other fields | High correlation |
quadr_err is highly correlated with target and 4 other fields | High correlation |
ph_err is highly correlated with or_off and 2 other fields | High correlation |
mag_err is highly correlated with gain_imb and 5 other fields | High correlation |
evm is highly correlated with gain_imb and 5 other fields | High correlation |
Tosc is highly correlated with Tmix | High correlation |
Tmix is highly correlated with Tosc | High correlation |
target is highly correlated with quadr_err | High correlation |
gain_imb is highly correlated with or_off and 1 other fields | High correlation |
iq_imb is highly correlated with or_off and 3 other fields | High correlation |
or_off is highly correlated with gain_imb and 4 other fields | High correlation |
quadr_err is highly correlated with target | High correlation |
ph_err is highly correlated with iq_imb and 3 other fields | High correlation |
mag_err is highly correlated with gain_imb and 4 other fields | High correlation |
evm is highly correlated with iq_imb and 3 other fields | High correlation |
Tosc is highly correlated with Tmix | High correlation |
Tmix is highly correlated with Tosc | High correlation |
target is highly correlated with cfo_demod and 7 other fields | High correlation |
cfo_demod is highly correlated with target and 6 other fields | High correlation |
gain_imb is highly correlated with target and 6 other fields | High correlation |
iq_imb is highly correlated with target and 7 other fields | High correlation |
or_off is highly correlated with target and 7 other fields | High correlation |
quadr_err is highly correlated with target and 8 other fields | High correlation |
m_power is highly correlated with target and 8 other fields | High correlation |
ph_err is highly correlated with quadr_err and 2 other fields | High correlation |
mag_err is highly correlated with target and 7 other fields | High correlation |
evm is highly correlated with target and 6 other fields | High correlation |
Tosc is highly correlated with cfo_demod and 2 other fields | High correlation |
Tmix is highly correlated with cfo_demod and 2 other fields | High correlation |
Unnamed: 0 is uniformly distributed | Uniform |
Unnamed: 0 has unique values | Unique |
Reproduction
| Analysis started | 2023-03-23 14:56:47.217320 |
|---|---|
| Analysis finished | 2023-03-23 14:57:33.871911 |
| Duration | 46.65 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.496809896 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 120.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.288858353 |
|---|---|
| Coefficient of variation (CV) | 0.5089960231 |
| Kurtosis | -1.236035054 |
| Mean | 4.496809896 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.0029423043 |
| Sum | 69071 |
| Variance | 5.238872562 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 4 | 1949 | |
| 2 | 1929 | |
| 7 | 1920 | |
| 6 | 1917 | |
| 3 | 1916 | |
| 1 | 1912 | |
| 8 | 1910 | |
| 5 | 1907 |
| Value | Count | Frequency (%) |
| 1 | 1912 | |
| 2 | 1929 | |
| 3 | 1916 | |
| 4 | 1949 | |
| 5 | 1907 | |
| 6 | 1917 | |
| 7 | 1920 | |
| 8 | 1910 |
| Value | Count | Frequency (%) |
| 8 | 1910 | |
| 7 | 1920 | |
| 6 | 1917 | |
| 5 | 1907 | |
| 4 | 1949 | |
| 3 | 1916 | |
| 2 | 1929 | |
| 1 | 1912 |
| Distinct | 15360 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7679.5 |
| Minimum | 0 |
|---|---|
| Maximum | 15359 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 120.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 767.95 |
| Q1 | 3839.75 |
| median | 7679.5 |
| Q3 | 11519.25 |
| 95-th percentile | 14591.05 |
| Maximum | 15359 |
| Range | 15359 |
| Interquartile range (IQR) | 7679.5 |
Descriptive statistics
| Standard deviation | 4434.194403 |
|---|---|
| Coefficient of variation (CV) | 0.5774066544 |
| Kurtosis | -1.2 |
| Mean | 7679.5 |
| Median Absolute Deviation (MAD) | 3840 |
| Skewness | 0 |
| Sum | 117957120 |
| Variance | 19662080 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 10232 | 1 | < 0.1% |
| 10233 | 1 | < 0.1% |
| 10234 | 1 | < 0.1% |
| 10235 | 1 | < 0.1% |
| 10236 | 1 | < 0.1% |
| 10237 | 1 | < 0.1% |
| 10238 | 1 | < 0.1% |
| 10239 | 1 | < 0.1% |
| Other values (15350) | 15350 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 15359 | 1 | |
| 15358 | 1 | |
| 15357 | 1 | |
| 15356 | 1 | |
| 15355 | 1 | |
| 15354 | 1 | |
| 15353 | 1 | |
| 15352 | 1 | |
| 15351 | 1 | |
| 15350 | 1 |
| Distinct | 15353 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -373.0873234 |
| Minimum | -1362.15271 |
|---|---|
| Maximum | 737.5123901 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 13163 |
| Negative (%) | 85.7% |
| Memory size | 120.1 KiB |
Quantile statistics
| Minimum | -1362.15271 |
|---|---|
| 5-th percentile | -999.5207153 |
| Q1 | -589.4571075 |
| median | -400.9930115 |
| Q3 | -221.3521996 |
| 95-th percentile | 513.4410309 |
| Maximum | 737.5123901 |
| Range | 2099.6651 |
| Interquartile range (IQR) | 368.104908 |
Descriptive statistics
| Standard deviation | 411.288185 |
|---|---|
| Coefficient of variation (CV) | -1.102391208 |
| Kurtosis | 0.2574354968 |
| Mean | -373.0873234 |
| Median Absolute Deviation (MAD) | 184.4373779 |
| Skewness | 0.5828809819 |
| Sum | -5730621.287 |
| Variance | 169157.9711 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -337.6232605 | 2 | < 0.1% |
| -1014.331421 | 2 | < 0.1% |
| -521.5040283 | 2 | < 0.1% |
| 605.4172363 | 2 | < 0.1% |
| -325.7539673 | 2 | < 0.1% |
| -456.030426 | 2 | < 0.1% |
| -431.6009216 | 2 | < 0.1% |
| -929.1901245 | 1 | < 0.1% |
| -403.8986816 | 1 | < 0.1% |
| -477.9816284 | 1 | < 0.1% |
| Other values (15343) | 15343 |
| Value | Count | Frequency (%) |
| -1362.15271 | 1 | |
| -1346.450562 | 1 | |
| -1342.044067 | 1 | |
| -1337.678955 | 1 | |
| -1332.008789 | 1 | |
| -1319.405884 | 1 | |
| -1304.262939 | 1 | |
| -1301.341187 | 1 | |
| -1300.269287 | 1 | |
| -1299.307007 | 1 |
| Value | Count | Frequency (%) |
| 737.5123901 | 1 | |
| 736.1550903 | 1 | |
| 730.5185547 | 1 | |
| 726.8956909 | 1 | |
| 719.6595459 | 1 | |
| 712.1593018 | 1 | |
| 706.685791 | 1 | |
| 702.8806152 | 1 | |
| 702.5021362 | 1 | |
| 699.7485962 | 1 |
| Distinct | 14474 |
|---|---|
| Distinct (%) | 94.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.04404946905 |
| Minimum | -0.1040313318 |
|---|---|
| Maximum | 0.1763845086 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 3663 |
| Negative (%) | 23.8% |
| Memory size | 120.1 KiB |
Quantile statistics
| Minimum | -0.1040313318 |
|---|---|
| 5-th percentile | -0.04593597688 |
| Q1 | 0.006846986592 |
| median | 0.06036293134 |
| Q3 | 0.07807246037 |
| 95-th percentile | 0.09828312024 |
| Maximum | 0.1763845086 |
| Range | 0.2804158405 |
| Interquartile range (IQR) | 0.07122547378 |
Descriptive statistics
| Standard deviation | 0.04665710198 |
|---|---|
| Coefficient of variation (CV) | 1.059197829 |
| Kurtosis | -0.4640437682 |
| Mean | 0.04404946905 |
| Median Absolute Deviation (MAD) | 0.02312829159 |
| Skewness | -0.8055210002 |
| Sum | 676.5998447 |
| Variance | 0.002176885165 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0642972216 | 3 | < 0.1% |
| 0.07312155515 | 3 | < 0.1% |
| 0.03670835495 | 3 | < 0.1% |
| 0.06833965331 | 3 | < 0.1% |
| 0.05980765074 | 3 | < 0.1% |
| 0.08245388418 | 3 | < 0.1% |
| 0.05490214005 | 3 | < 0.1% |
| 0.06264641136 | 3 | < 0.1% |
| 0.0410862118 | 3 | < 0.1% |
| 0.06885330379 | 3 | < 0.1% |
| Other values (14464) | 15330 |
| Value | Count | Frequency (%) |
| -0.1040313318 | 1 | |
| -0.1003932133 | 1 | |
| -0.09838176519 | 1 | |
| -0.09678226709 | 1 | |
| -0.09544320405 | 1 | |
| -0.09406666458 | 1 | |
| -0.09383273125 | 1 | |
| -0.09364171326 | 1 | |
| -0.09302734584 | 1 | |
| -0.08951727301 | 1 |
| Value | Count | Frequency (%) |
| 0.1763845086 | 1 | |
| 0.14842318 | 1 | |
| 0.1382627189 | 1 | |
| 0.1373862624 | 1 | |
| 0.1358695775 | 1 | |
| 0.1347125173 | 1 | |
| 0.1341843903 | 1 | |
| 0.1330780983 | 1 | |
| 0.1324213892 | 1 | |
| 0.1320715994 | 1 |
| Distinct | 15318 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -35.21798113 |
| Minimum | -56.24979401 |
|---|---|
| Maximum | -28.42233467 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 15360 |
| Negative (%) | 100.0% |
| Memory size | 120.1 KiB |
Quantile statistics
| Minimum | -56.24979401 |
|---|---|
| 5-th percentile | -46.37988396 |
| Q1 | -38.71220779 |
| median | -33.90198898 |
| Q3 | -30.95821238 |
| 95-th percentile | -29.41219721 |
| Maximum | -28.42233467 |
| Range | 27.82745934 |
| Interquartile range (IQR) | 7.753995419 |
Descriptive statistics
| Standard deviation | 5.420185415 |
|---|---|
| Coefficient of variation (CV) | -0.1539039219 |
| Kurtosis | -0.07516166269 |
| Mean | -35.21798113 |
| Median Absolute Deviation (MAD) | 3.809121132 |
| Skewness | -0.9363409598 |
| Sum | -540948.1901 |
| Variance | 29.37840993 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -33.97952652 | 2 | < 0.1% |
| -37.80107117 | 2 | < 0.1% |
| -35.03050613 | 2 | < 0.1% |
| -39.15253448 | 2 | < 0.1% |
| -31.96632957 | 2 | < 0.1% |
| -29.31736374 | 2 | < 0.1% |
| -30.23331261 | 2 | < 0.1% |
| -34.52988815 | 2 | < 0.1% |
| -31.63816452 | 2 | < 0.1% |
| -44.31443024 | 2 | < 0.1% |
| Other values (15308) | 15340 |
| Value | Count | Frequency (%) |
| -56.24979401 | 1 | |
| -54.88310623 | 1 | |
| -53.69802094 | 1 | |
| -53.62416458 | 1 | |
| -53.51692581 | 1 | |
| -53.23136139 | 1 | |
| -53.15085983 | 1 | |
| -52.82752609 | 1 | |
| -52.35493851 | 1 | |
| -51.88631439 | 1 |
| Value | Count | Frequency (%) |
| -28.42233467 | 1 | |
| -28.53670692 | 1 | |
| -28.54124069 | 1 | |
| -28.55004883 | 1 | |
| -28.55023384 | 1 | |
| -28.57549858 | 1 | |
| -28.60314941 | 1 | |
| -28.60666656 | 1 | |
| -28.61252213 | 1 | |
| -28.61939621 | 1 |
| Distinct | 15316 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -31.11750942 |
| Minimum | -40.76312637 |
|---|---|
| Maximum | -26.306427 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 15360 |
| Negative (%) | 100.0% |
| Memory size | 120.1 KiB |
Quantile statistics
| Minimum | -40.76312637 |
|---|---|
| 5-th percentile | -37.93847809 |
| Q1 | -35.16326141 |
| median | -29.6711731 |
| Q3 | -28.13811874 |
| 95-th percentile | -27.11819115 |
| Maximum | -26.306427 |
| Range | 14.45669937 |
| Interquartile range (IQR) | 7.02514267 |
Descriptive statistics
| Standard deviation | 3.724180256 |
|---|---|
| Coefficient of variation (CV) | -0.1196811803 |
| Kurtosis | -0.9066140142 |
| Mean | -31.11750942 |
| Median Absolute Deviation (MAD) | 1.868984222 |
| Skewness | -0.7602602747 |
| Sum | -477964.9446 |
| Variance | 13.86951858 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -35.82618332 | 2 | < 0.1% |
| -29.37161446 | 2 | < 0.1% |
| -27.98869896 | 2 | < 0.1% |
| -27.91805649 | 2 | < 0.1% |
| -30.30217934 | 2 | < 0.1% |
| -31.99634171 | 2 | < 0.1% |
| -28.48931313 | 2 | < 0.1% |
| -29.2651825 | 2 | < 0.1% |
| -31.44849586 | 2 | < 0.1% |
| -37.91436768 | 2 | < 0.1% |
| Other values (15306) | 15340 |
| Value | Count | Frequency (%) |
| -40.76312637 | 1 | |
| -40.57770538 | 1 | |
| -40.50200653 | 1 | |
| -40.33840561 | 1 | |
| -40.28510284 | 1 | |
| -40.27587891 | 1 | |
| -40.2663002 | 1 | |
| -40.25804138 | 1 | |
| -40.25130844 | 1 | |
| -40.19786835 | 1 |
| Value | Count | Frequency (%) |
| -26.306427 | 1 | |
| -26.42593384 | 1 | |
| -26.45824242 | 1 | |
| -26.48796272 | 1 | |
| -26.51720047 | 1 | |
| -26.54803848 | 1 | |
| -26.56743622 | 1 | |
| -26.60708427 | 1 | |
| -26.61108208 | 1 | |
| -26.62161064 | 1 |
| Distinct | 15315 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4027559814 |
| Minimum | -4.31816864 |
|---|---|
| Maximum | 3.340285301 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 3889 |
| Negative (%) | 25.3% |
| Memory size | 120.1 KiB |
Quantile statistics
| Minimum | -4.31816864 |
|---|---|
| 5-th percentile | -3.868311465 |
| Q1 | -2.607032001 |
| median | 1.214601398 |
| Q3 | 2.25017345 |
| 95-th percentile | 3.034231699 |
| Maximum | 3.340285301 |
| Range | 7.658453941 |
| Interquartile range (IQR) | 4.857205451 |
Descriptive statistics
| Standard deviation | 2.509561229 |
|---|---|
| Coefficient of variation (CV) | 6.230971965 |
| Kurtosis | -0.9155509215 |
| Mean | 0.4027559814 |
| Median Absolute Deviation (MAD) | 1.209864736 |
| Skewness | -0.8103288982 |
| Sum | 6186.331874 |
| Variance | 6.297897561 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.90928483 | 2 | < 0.1% |
| 3.198604822 | 2 | < 0.1% |
| 1.18873632 | 2 | < 0.1% |
| 2.869707346 | 2 | < 0.1% |
| 1.052870274 | 2 | < 0.1% |
| 1.216166377 | 2 | < 0.1% |
| 3.062708139 | 2 | < 0.1% |
| -3.669584036 | 2 | < 0.1% |
| 2.868629932 | 2 | < 0.1% |
| 1.307144523 | 2 | < 0.1% |
| Other values (15305) | 15340 |
| Value | Count | Frequency (%) |
| -4.31816864 | 1 | |
| -4.283648968 | 1 | |
| -4.271105289 | 1 | |
| -4.266272545 | 1 | |
| -4.265313148 | 1 | |
| -4.25401926 | 1 | |
| -4.244815826 | 1 | |
| -4.239681721 | 1 | |
| -4.235016823 | 1 | |
| -4.234000206 | 1 |
| Value | Count | Frequency (%) |
| 3.340285301 | 1 | |
| 3.310636997 | 1 | |
| 3.294991255 | 1 | |
| 3.265646696 | 1 | |
| 3.263798952 | 1 | |
| 3.257320642 | 1 | |
| 3.251470566 | 1 | |
| 3.248761177 | 1 | |
| 3.243643284 | 1 | |
| 3.239442587 | 1 |
| Distinct | 15333 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.4548105414 |
| Minimum | -1.814462066 |
|---|---|
| Maximum | 1.179036021 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 11208 |
| Negative (%) | 73.0% |
| Memory size | 120.1 KiB |
Quantile statistics
| Minimum | -1.814462066 |
|---|---|
| 5-th percentile | -1.278335214 |
| Q1 | -0.9420369118 |
| median | -0.5761074722 |
| Q3 | 0.05957408994 |
| 95-th percentile | 0.5870859027 |
| Maximum | 1.179036021 |
| Range | 2.993498087 |
| Interquartile range (IQR) | 1.001611002 |
Descriptive statistics
| Standard deviation | 0.5990938745 |
|---|---|
| Coefficient of variation (CV) | -1.317238322 |
| Kurtosis | -0.8218757182 |
| Mean | -0.4548105414 |
| Median Absolute Deviation (MAD) | 0.4380898625 |
| Skewness | 0.402595062 |
| Sum | -6985.889916 |
| Variance | 0.3589134705 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.9957643747 | 2 | < 0.1% |
| -1.01282382 | 2 | < 0.1% |
| -1.104456902 | 2 | < 0.1% |
| -1.249231458 | 2 | < 0.1% |
| -1.071747661 | 2 | < 0.1% |
| -1.085667729 | 2 | < 0.1% |
| -0.8055121899 | 2 | < 0.1% |
| -0.8002868295 | 2 | < 0.1% |
| -0.9447347522 | 2 | < 0.1% |
| -0.9491604567 | 2 | < 0.1% |
| Other values (15323) | 15340 |
| Value | Count | Frequency (%) |
| -1.814462066 | 1 | |
| -1.793608785 | 1 | |
| -1.761608481 | 1 | |
| -1.752536774 | 1 | |
| -1.746920109 | 1 | |
| -1.732370019 | 1 | |
| -1.728866458 | 1 | |
| -1.707367182 | 1 | |
| -1.700570583 | 1 | |
| -1.693495989 | 1 |
| Value | Count | Frequency (%) |
| 1.179036021 | 1 | |
| 1.146531224 | 1 | |
| 1.096573949 | 1 | |
| 1.094987512 | 1 | |
| 1.080004573 | 1 | |
| 1.079414606 | 1 | |
| 1.067999721 | 1 | |
| 1.066832542 | 1 | |
| 1.062004328 | 1 | |
| 1.05802536 | 1 |
| Distinct | 15330 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.230880244 |
| Minimum | 0.8557155728 |
|---|---|
| Maximum | 11.43954086 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 120.1 KiB |
Quantile statistics
| Minimum | 0.8557155728 |
|---|---|
| 5-th percentile | 1.014047015 |
| Q1 | 1.102672756 |
| median | 1.207846105 |
| Q3 | 1.307768941 |
| 95-th percentile | 1.536017781 |
| Maximum | 11.43954086 |
| Range | 10.58382529 |
| Interquartile range (IQR) | 0.2050961852 |
Descriptive statistics
| Standard deviation | 0.2261381055 |
|---|---|
| Coefficient of variation (CV) | 0.1837206394 |
| Kurtosis | 455.3260253 |
| Mean | 1.230880244 |
| Median Absolute Deviation (MAD) | 0.1030801535 |
| Skewness | 14.29470441 |
| Sum | 18906.32055 |
| Variance | 0.05113844276 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.090227485 | 2 | < 0.1% |
| 1.17019403 | 2 | < 0.1% |
| 1.443076849 | 2 | < 0.1% |
| 1.084305525 | 2 | < 0.1% |
| 1.037626266 | 2 | < 0.1% |
| 1.190826535 | 2 | < 0.1% |
| 1.070694447 | 2 | < 0.1% |
| 1.19687748 | 2 | < 0.1% |
| 1.23438096 | 2 | < 0.1% |
| 1.064207315 | 2 | < 0.1% |
| Other values (15320) | 15340 |
| Value | Count | Frequency (%) |
| 0.8557155728 | 1 | |
| 0.8626499176 | 1 | |
| 0.8655642867 | 1 | |
| 0.9046303034 | 1 | |
| 0.9069644809 | 1 | |
| 0.9090916514 | 1 | |
| 0.9109268784 | 1 | |
| 0.9109873772 | 1 | |
| 0.9123227596 | 1 | |
| 0.9128707051 | 1 |
| Value | Count | Frequency (%) |
| 11.43954086 | 1 | |
| 8.154486656 | 1 | |
| 7.134233952 | 1 | |
| 6.587384224 | 1 | |
| 6.587373257 | 1 | |
| 5.955168724 | 1 | |
| 5.843770504 | 1 | |
| 5.670313835 | 1 | |
| 5.514226437 | 1 | |
| 4.931639671 | 1 |
| Distinct | 15357 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.830120351 |
| Minimum | 0.3870858252 |
|---|---|
| Maximum | 10.59581089 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 120.1 KiB |
Quantile statistics
| Minimum | 0.3870858252 |
|---|---|
| 5-th percentile | 0.49342563 |
| Q1 | 1.010115623 |
| median | 1.681543052 |
| Q3 | 2.394056916 |
| 95-th percentile | 3.564314473 |
| Maximum | 10.59581089 |
| Range | 10.20872506 |
| Interquartile range (IQR) | 1.383941293 |
Descriptive statistics
| Standard deviation | 0.9379499294 |
|---|---|
| Coefficient of variation (CV) | 0.5125072398 |
| Kurtosis | -0.3400758016 |
| Mean | 1.830120351 |
| Median Absolute Deviation (MAD) | 0.6731712818 |
| Skewness | 0.3983743155 |
| Sum | 28110.64859 |
| Variance | 0.8797500701 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.50362885 | 2 | < 0.1% |
| 2.137025356 | 2 | < 0.1% |
| 1.01260972 | 2 | < 0.1% |
| 2.146213055 | 1 | < 0.1% |
| 1.551952481 | 1 | < 0.1% |
| 2.243460417 | 1 | < 0.1% |
| 1.653406739 | 1 | < 0.1% |
| 3.619363546 | 1 | < 0.1% |
| 0.832100749 | 1 | < 0.1% |
| 2.645497799 | 1 | < 0.1% |
| Other values (15347) | 15347 |
| Value | Count | Frequency (%) |
| 0.3870858252 | 1 | |
| 0.3882407546 | 1 | |
| 0.393524617 | 1 | |
| 0.3957204521 | 1 | |
| 0.4002493918 | 1 | |
| 0.4029496908 | 1 | |
| 0.4046700895 | 1 | |
| 0.405636251 | 1 | |
| 0.4058774114 | 1 | |
| 0.4062317312 | 1 |
| Value | Count | Frequency (%) |
| 10.59581089 | 1 | |
| 5.017230511 | 1 | |
| 3.942299366 | 1 | |
| 3.917674065 | 1 | |
| 3.907218456 | 1 | |
| 3.906789303 | 1 | |
| 3.893414974 | 1 | |
| 3.890583038 | 1 | |
| 3.884453297 | 1 | |
| 3.878825426 | 1 |
| Distinct | 15337 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.838790749 |
| Minimum | 1.645375371 |
|---|---|
| Maximum | 19.15297127 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 120.1 KiB |
Quantile statistics
| Minimum | 1.645375371 |
|---|---|
| 5-th percentile | 1.867495209 |
| Q1 | 2.226912796 |
| median | 2.716616392 |
| Q3 | 3.30206728 |
| 95-th percentile | 4.278235531 |
| Maximum | 19.15297127 |
| Range | 17.5075959 |
| Interquartile range (IQR) | 1.075154483 |
Descriptive statistics
| Standard deviation | 0.7920699761 |
|---|---|
| Coefficient of variation (CV) | 0.2790166821 |
| Kurtosis | 21.12854868 |
| Mean | 2.838790749 |
| Median Absolute Deviation (MAD) | 0.5420582294 |
| Skewness | 1.928154947 |
| Sum | 43603.82591 |
| Variance | 0.6273748471 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.399813414 | 2 | < 0.1% |
| 3.43593502 | 2 | < 0.1% |
| 2.449102402 | 2 | < 0.1% |
| 4.198936462 | 2 | < 0.1% |
| 2.414767742 | 2 | < 0.1% |
| 2.291397095 | 2 | < 0.1% |
| 3.227074862 | 2 | < 0.1% |
| 2.453060627 | 2 | < 0.1% |
| 3.356487751 | 2 | < 0.1% |
| 3.301430225 | 2 | < 0.1% |
| Other values (15327) | 15340 |
| Value | Count | Frequency (%) |
| 1.645375371 | 1 | |
| 1.656283259 | 1 | |
| 1.658571482 | 1 | |
| 1.660082817 | 1 | |
| 1.664677978 | 1 | |
| 1.668084979 | 1 | |
| 1.668091893 | 1 | |
| 1.668519497 | 1 | |
| 1.669475436 | 1 | |
| 1.672851443 | 1 |
| Value | Count | Frequency (%) |
| 19.15297127 | 1 | |
| 14.83065224 | 1 | |
| 12.83011246 | 1 | |
| 12.06452274 | 1 | |
| 11.86635017 | 1 | |
| 10.83374691 | 1 | |
| 10.76011086 | 1 | |
| 10.33499146 | 1 | |
| 10.20261288 | 1 | |
| 8.97327137 | 1 |
| Distinct | 585 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.10541667 |
| Minimum | -0.6 |
|---|---|
| Maximum | 58.4 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Negative | 95 |
| Negative (%) | 0.6% |
| Memory size | 120.1 KiB |
Quantile statistics
| Minimum | -0.6 |
|---|---|
| 5-th percentile | 1.8 |
| Q1 | 13.4 |
| median | 25.2 |
| Q3 | 38.6 |
| 95-th percentile | 54.2 |
| Maximum | 58.4 |
| Range | 59 |
| Interquartile range (IQR) | 25.2 |
Descriptive statistics
| Standard deviation | 16.11446197 |
|---|---|
| Coefficient of variation (CV) | 0.6172842277 |
| Kurtosis | -0.9791473827 |
| Mean | 26.10541667 |
| Median Absolute Deviation (MAD) | 12.6 |
| Skewness | 0.2075194392 |
| Sum | 400979.2 |
| Variance | 259.6758845 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.1 | 144 | 0.9% |
| 55.1 | 128 | 0.8% |
| 0.6 | 126 | 0.8% |
| 3.4 | 118 | 0.8% |
| 19.1 | 102 | 0.7% |
| 1.8 | 102 | 0.7% |
| 54.8 | 100 | 0.7% |
| 19.9 | 96 | 0.6% |
| 26.3 | 95 | 0.6% |
| 54.6 | 91 | 0.6% |
| Other values (575) | 14258 |
| Value | Count | Frequency (%) |
| -0.6 | 5 | < 0.1% |
| -0.5 | 51 | |
| -0.4 | 28 | 0.2% |
| -0.3 | 6 | < 0.1% |
| -0.2 | 5 | < 0.1% |
| 0 | 5 | < 0.1% |
| 0.2 | 5 | < 0.1% |
| 0.3 | 37 | |
| 0.4 | 90 | |
| 0.5 | 25 | 0.2% |
| Value | Count | Frequency (%) |
| 58.4 | 5 | |
| 58.3 | 11 | |
| 58.2 | 4 | < 0.1% |
| 58.1 | 4 | < 0.1% |
| 58 | 4 | < 0.1% |
| 57.9 | 10 | |
| 57.8 | 9 | |
| 57.6 | 7 | |
| 57.4 | 8 | |
| 57.3 | 6 |
| Distinct | 572 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.98771484 |
| Minimum | 6.9 |
|---|---|
| Maximum | 64.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 120.1 KiB |
Quantile statistics
| Minimum | 6.9 |
|---|---|
| 5-th percentile | 9.8 |
| Q1 | 21.6 |
| median | 35.3 |
| Q3 | 47.8 |
| 95-th percentile | 61.6 |
| Maximum | 64.7 |
| Range | 57.8 |
| Interquartile range (IQR) | 26.2 |
Descriptive statistics
| Standard deviation | 16.14759947 |
|---|---|
| Coefficient of variation (CV) | 0.461521981 |
| Kurtosis | -1.09350187 |
| Mean | 34.98771484 |
| Median Absolute Deviation (MAD) | 13.2 |
| Skewness | 0.06512981784 |
| Sum | 537411.3 |
| Variance | 260.7449685 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9.8 | 148 | 1.0% |
| 9.4 | 115 | 0.7% |
| 9.2 | 92 | 0.6% |
| 8.9 | 90 | 0.6% |
| 35.8 | 85 | 0.6% |
| 35.6 | 71 | 0.5% |
| 62.8 | 71 | 0.5% |
| 21.1 | 68 | 0.4% |
| 10.3 | 68 | 0.4% |
| 63.3 | 66 | 0.4% |
| Other values (562) | 14486 |
| Value | Count | Frequency (%) |
| 6.9 | 15 | 0.1% |
| 7 | 44 | |
| 7.1 | 33 | |
| 7.3 | 10 | 0.1% |
| 7.4 | 4 | < 0.1% |
| 7.5 | 6 | < 0.1% |
| 7.6 | 3 | < 0.1% |
| 7.8 | 6 | < 0.1% |
| 7.9 | 5 | < 0.1% |
| 8.1 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 64.7 | 4 | < 0.1% |
| 64.6 | 10 | |
| 64.5 | 5 | < 0.1% |
| 64.4 | 14 | |
| 64.3 | 8 | 0.1% |
| 64.1 | 23 | |
| 64 | 6 | < 0.1% |
| 63.9 | 7 | < 0.1% |
| 63.8 | 13 | |
| 63.6 | 9 | 0.1% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| target | Unnamed: 0 | cfo_demod | gain_imb | iq_imb | or_off | quadr_err | m_power | ph_err | mag_err | evm | Tosc | Tmix | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 5 | 0 | 592.234802 | 0.048079 | -35.082729 | -28.560846 | 1.993170 | -0.499721 | 1.107926 | 1.507550 | 2.423943 | 39.9 | 47.6 |
| 1 | 1 | 1 | -103.302032 | -0.019917 | -29.946953 | -35.798664 | -3.642311 | -0.928193 | 1.236059 | 2.741568 | 3.458056 | 14.8 | 23.1 |
| 2 | 6 | 2 | -582.331299 | 0.036379 | -32.096672 | -31.905628 | 2.835839 | -1.272485 | 1.282163 | 2.140096 | 3.013522 | 42.5 | 48.6 |
| 3 | 3 | 3 | -630.611267 | 0.063928 | -38.216297 | -30.084171 | 1.346316 | -0.596438 | 1.154848 | 1.093465 | 2.254514 | 26.1 | 35.4 |
| 4 | 2 | 4 | -415.526978 | -0.055761 | -29.180740 | -36.601025 | -3.963526 | 0.113055 | 1.498889 | 3.608737 | 4.286684 | 24.2 | 40.8 |
| 5 | 2 | 5 | -432.158600 | -0.030759 | -29.860676 | -36.194633 | -3.675441 | 0.243403 | 1.537498 | 3.449937 | 4.194931 | 27.5 | 44.8 |
| 6 | 7 | 6 | -1121.172485 | 0.080203 | -39.686409 | -27.786304 | 1.063713 | -0.111971 | 1.197557 | 0.900188 | 2.079625 | 56.8 | 64.1 |
| 7 | 8 | 7 | -60.408207 | 0.097589 | -31.729502 | -29.707535 | 2.926517 | -0.309486 | 1.300429 | 2.170298 | 3.130086 | 11.1 | 18.5 |
| 8 | 8 | 8 | -162.684296 | 0.117599 | -32.867283 | -28.412897 | 2.533771 | -0.761069 | 1.259792 | 1.939059 | 2.873458 | 47.9 | 55.0 |
| 9 | 3 | 9 | -460.115356 | 0.097939 | -38.504665 | -30.381096 | 1.198071 | -0.354572 | 1.201420 | 1.040533 | 2.311378 | 10.6 | 17.6 |
Last rows
| target | Unnamed: 0 | cfo_demod | gain_imb | iq_imb | or_off | quadr_err | m_power | ph_err | mag_err | evm | Tosc | Tmix | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 15350 | 6 | 15350 | -472.338226 | 0.028677 | -30.780327 | -33.292183 | 3.310637 | -0.689503 | 1.483923 | 2.344234 | 3.481776 | 2.8 | 9.7 |
| 15351 | 1 | 15351 | -381.711487 | 0.001134 | -30.604177 | -36.355850 | -3.379224 | -1.064128 | 1.222064 | 2.486214 | 3.262668 | 41.4 | 51.8 |
| 15352 | 5 | 15352 | 221.291275 | 0.066242 | -35.113914 | -28.267868 | 1.962977 | -0.532736 | 1.103881 | 1.397992 | 2.362473 | 54.8 | 63.1 |
| 15353 | 8 | 15353 | -372.719696 | 0.047038 | -32.398685 | -28.988716 | 2.731194 | -0.691750 | 1.295736 | 2.040953 | 3.003424 | 27.3 | 36.0 |
| 15354 | 5 | 15354 | 561.527954 | 0.080071 | -34.625835 | -28.707870 | 2.060631 | -0.002578 | 1.107202 | 1.605389 | 2.476429 | 20.0 | 27.8 |
| 15355 | 3 | 15355 | -476.575653 | 0.039874 | -39.792461 | -29.962997 | 1.143736 | -0.688359 | 1.175517 | 1.044636 | 2.224311 | 24.6 | 33.8 |
| 15356 | 8 | 15356 | -345.645508 | 0.077925 | -32.963398 | -27.998444 | 2.524010 | -1.135376 | 1.159356 | 1.948950 | 2.761400 | 55.1 | 62.7 |
| 15357 | 7 | 15357 | -613.989807 | 0.090771 | -38.951530 | -28.111988 | 1.145893 | 0.352151 | 0.995857 | 0.938308 | 1.939818 | 39.5 | 46.9 |
| 15358 | 7 | 15358 | -997.769531 | 0.099840 | -39.532818 | -27.819826 | 1.014136 | 0.040398 | 1.069736 | 0.875986 | 2.026062 | 51.7 | 58.4 |
| 15359 | 5 | 15359 | 450.446838 | 0.068571 | -34.959385 | -28.346176 | 1.996514 | -0.368385 | 1.035648 | 1.527475 | 2.357938 | 45.4 | 52.9 |